{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_young', 'score': 0.484375, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Brown', 'dominantColorBackground': 'Brown', 'dominantColors': ['Brown', 'Yellow'], 'accentColor': '9E862D', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'indoor', 'man', 'table', 'sitting', 'photo', 'holding', 'phone', 'food', 'cellphone', 'front', 'posing', 'smiling', 'eating', 'restaurant', 'young', 'woman', 'glasses', 'plate', 'standing', 'people'], 'captions': [{'text': 'a person posing for the camera', 'confidence': 0.9202136260844239}]}, 'requestId': '8bbf56dd-7fd0-4b16-aa09-ba7eb4ae1b80', 'metadata': {'height': 400, 'width': 400, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://shijue01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"8a2abe4e786c40c1936efe083f794112\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint +\"vision/v2.1/analyze\"\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"药水哥.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
